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Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli

BACKGROUND: A kinetic model provides insights into the dynamic response of biological systems and predicts how their complex metabolic and gene regulatory networks generate particular functions. Of many biological systems, Escherichia coli metabolic pathways have been modeled extensively at the enzy...

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Autores principales: Jahan, Nusrat, Maeda, Kazuhiro, Matsuoka, Yu, Sugimoto, Yurie, Kurata, Hiroyuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4915146/
https://www.ncbi.nlm.nih.gov/pubmed/27329289
http://dx.doi.org/10.1186/s12934-016-0511-x
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author Jahan, Nusrat
Maeda, Kazuhiro
Matsuoka, Yu
Sugimoto, Yurie
Kurata, Hiroyuki
author_facet Jahan, Nusrat
Maeda, Kazuhiro
Matsuoka, Yu
Sugimoto, Yurie
Kurata, Hiroyuki
author_sort Jahan, Nusrat
collection PubMed
description BACKGROUND: A kinetic model provides insights into the dynamic response of biological systems and predicts how their complex metabolic and gene regulatory networks generate particular functions. Of many biological systems, Escherichia coli metabolic pathways have been modeled extensively at the enzymatic and genetic levels, but existing models cannot accurately reproduce experimental behaviors in a batch culture, due to the inadequate estimation of a specific cell growth rate and a large number of unmeasured parameters. RESULTS: In this study, we developed a detailed kinetic model for the central carbon metabolism of E. coli in a batch culture, which includes the glycolytic pathway, tricarboxylic acid cycle, pentose phosphate pathway, Entner-Doudoroff pathway, anaplerotic pathway, glyoxylate shunt, oxidative phosphorylation, phosphotransferase system (Pts), non-Pts and metabolic gene regulations by four protein transcription factors: cAMP receptor, catabolite repressor/activator, pyruvate dehydrogenase complex repressor and isocitrate lyase regulator. The kinetic parameters were estimated by a constrained optimization method on a supercomputer. The model estimated a specific growth rate based on reaction kinetics and accurately reproduced the dynamics of wild-type E. coli and multiple genetic mutants in a batch culture. CONCLUSIONS: This model overcame the intrinsic limitations of existing kinetic models in a batch culture, predicted the effects of multilayer regulations (allosteric effectors and gene expression) on central carbon metabolism and proposed rationally designed fast-growing cells based on understandings of molecular processes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12934-016-0511-x) contains supplementary material, which is available to authorized users.
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spelling pubmed-49151462016-06-22 Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli Jahan, Nusrat Maeda, Kazuhiro Matsuoka, Yu Sugimoto, Yurie Kurata, Hiroyuki Microb Cell Fact Research BACKGROUND: A kinetic model provides insights into the dynamic response of biological systems and predicts how their complex metabolic and gene regulatory networks generate particular functions. Of many biological systems, Escherichia coli metabolic pathways have been modeled extensively at the enzymatic and genetic levels, but existing models cannot accurately reproduce experimental behaviors in a batch culture, due to the inadequate estimation of a specific cell growth rate and a large number of unmeasured parameters. RESULTS: In this study, we developed a detailed kinetic model for the central carbon metabolism of E. coli in a batch culture, which includes the glycolytic pathway, tricarboxylic acid cycle, pentose phosphate pathway, Entner-Doudoroff pathway, anaplerotic pathway, glyoxylate shunt, oxidative phosphorylation, phosphotransferase system (Pts), non-Pts and metabolic gene regulations by four protein transcription factors: cAMP receptor, catabolite repressor/activator, pyruvate dehydrogenase complex repressor and isocitrate lyase regulator. The kinetic parameters were estimated by a constrained optimization method on a supercomputer. The model estimated a specific growth rate based on reaction kinetics and accurately reproduced the dynamics of wild-type E. coli and multiple genetic mutants in a batch culture. CONCLUSIONS: This model overcame the intrinsic limitations of existing kinetic models in a batch culture, predicted the effects of multilayer regulations (allosteric effectors and gene expression) on central carbon metabolism and proposed rationally designed fast-growing cells based on understandings of molecular processes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12934-016-0511-x) contains supplementary material, which is available to authorized users. BioMed Central 2016-06-21 /pmc/articles/PMC4915146/ /pubmed/27329289 http://dx.doi.org/10.1186/s12934-016-0511-x Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Jahan, Nusrat
Maeda, Kazuhiro
Matsuoka, Yu
Sugimoto, Yurie
Kurata, Hiroyuki
Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title_full Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title_fullStr Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title_full_unstemmed Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title_short Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli
title_sort development of an accurate kinetic model for the central carbon metabolism of escherichia coli
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4915146/
https://www.ncbi.nlm.nih.gov/pubmed/27329289
http://dx.doi.org/10.1186/s12934-016-0511-x
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